{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib Tutorial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import required libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Configure plots to be inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using pyplot Global Mode\n",
    "\n",
    "Note: Scope of plt.plot does not extend beyond the current cell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate random data on two variables with 3 dimentions\n",
    "x = pd.period_range(pd.datetime.now(), periods = 200, freq = 'd')\n",
    "x = x.to_timestamp().to_pydatetime()\n",
    "y = np.random.randn(200, 3).cumsum(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot line graph\n",
    "plt.plot(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Configuring Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# alter line and figure parameters\n",
    "plt.rcParams['lines.linewidth'] = 3\n",
    "plt.rcParams['figure.figsize'] = (8, 4)\n",
    "\n",
    "# plot line graph\n",
    "plt.plot(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Labels and Legends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get reference to the plot\n",
    "plots = plt.plot(x, y)\n",
    "\n",
    "# define the legend\n",
    "plt.legend(plots, \n",
    "           ('first', 'second', 'third'), # labels\n",
    "           loc = 'lower left', # best location trying to avoid lines\n",
    "           framealpha = 0.5, # set transparency\n",
    "           prop = {'size':'small', 'family':'monospace'} # font settings\n",
    "          )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Titles and Axes Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set plot title\n",
    "plt.title('Random Trends')\n",
    "\n",
    "# mark axes labels\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Cumulative Sum')\n",
    "\n",
    "# add additional text\n",
    "plt.figtext(0.99, 0.99, # location of anchor point\n",
    "           'Data Visualization Tutorial', # text content\n",
    "           ha = 'right', va = 'bottom' # alignment\n",
    "           )\n",
    "\n",
    "# prevent label clipping, keep all text inside figure boundaries\n",
    "plt.tight_layout()\n",
    "\n",
    "# plot line graph\n",
    "plt.plot(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add grid lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# enable grid lines\n",
    "plt.grid(True)\n",
    "\n",
    "# plot line graph\n",
    "plt.plot(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving plot to file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot line graph\n",
    "plt.plot(x, y)\n",
    "\n",
    "# save in file\n",
    "plt.tight_layout() # good idea before saving\n",
    "plt.savefig('random3.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using Object Oriented Approach"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot in a Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# initialize figure object\n",
    "fig = plt.figure(\n",
    "    figsize = (8, 4), # figure size in inches\n",
    "    dpi = 200, # dots per inch,\n",
    "    tight_layout = True, # fit within figure boundaries\n",
    "    linewidth = 1, # line pixel thickness\n",
    "    edgecolor = 'r' # border color\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.7/site-packages/pandas/plotting/_converter.py:129: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n",
      "\n",
      "To register the converters:\n",
      "\t>>> from pandas.plotting import register_matplotlib_converters\n",
      "\t>>> register_matplotlib_converters()\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/opt/anaconda3/lib/python3.7/site-packages/matplotlib/figure.py:2267: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  warnings.warn(\"This figure includes Axes that are not compatible \"\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# define main axes position\n",
    "ax1 = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n",
    "\n",
    "# axes properties\n",
    "ax1.set_title ('Main Axes')\n",
    "ax1.plot(x, y[:, 0])\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('Cumulative Sum')\n",
    "\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.7/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# define child axes position\n",
    "ax2 = fig.add_axes([0.15, 0.15, 0.3, 0.3])\n",
    "\n",
    "ax2.plot(x, y[:, 1], color='g') # plot child data in green color\n",
    "ax2.set_xticks([]) # removes x ticks and labels from child plot\n",
    "\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Date')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create figure and axes objects\n",
    "fig, axes = plt.subplots(\n",
    "                        nrows = 3, ncols = 1, # three plots one top of each other\n",
    "                        sharex = True, sharey = True, # shared common ranges of both x and y axis\n",
    "                        figsize=(8, 8)\n",
    "                        )\n",
    "\n",
    "# arrange data for easier iteration\n",
    "labelledData = zip(\n",
    "                  y.transpose(), # y data\n",
    "                  ('first', 'second', 'third'), # labels for each dimention\n",
    "                  ('b', 'g', 'r') # color for each dimention\n",
    "                  )\n",
    "\n",
    "# super title\n",
    "fig.suptitle(\"Three Random Trends\")\n",
    "\n",
    "# iterate over the 3 dimentions\n",
    "for i, ld in enumerate(labelledData):\n",
    "    ax = axes[i] # pick each axis\n",
    "    ax.plot(x, ld[0], label = ld[1], color = ld[2]) # plot\n",
    "    ax.set_ylabel('Cumulative Sum') # set y label for all\n",
    "    ax.legend(loc = 'upper left', framealpha = 0.5, prop = {'size':'small'}) # show legend\n",
    "    \n",
    "axes[-1].set_xlabel('Date') # set x label only on last subplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
